Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	1460
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	273.9 KiB
Average record size in memory	192.1 B

Variable types

Numeric	19
Categorical	5

Alerts

`1stFlrSF` is highly overall correlated with `SalePrice` and 1 other fields	High correlation
`BedroomAbvGr` is highly overall correlated with `GrLivArea` and 1 other fields	High correlation
`BsmtFinSF1` is highly overall correlated with `BsmtUnfSF`	High correlation
`BsmtUnfSF` is highly overall correlated with `BsmtFinSF1`	High correlation
`Fireplaces` is highly overall correlated with `SalePrice`	High correlation
`FullBath` is highly overall correlated with `GarageYrBlt` and 4 other fields	High correlation
`GarageArea` is highly overall correlated with `GarageCars` and 3 other fields	High correlation
`GarageCars` is highly overall correlated with `GarageArea` and 4 other fields	High correlation
`GarageYrBlt` is highly overall correlated with `FullBath` and 4 other fields	High correlation
`GrLivArea` is highly overall correlated with `BedroomAbvGr` and 6 other fields	High correlation
`HouseCategory` is highly overall correlated with `GrLivArea` and 1 other fields	High correlation
`LotArea` is highly overall correlated with `LotFrontage`	High correlation
`LotFrontage` is highly overall correlated with `LotArea`	High correlation
`OverallQual` is highly overall correlated with `FullBath` and 5 other fields	High correlation
`SalePrice` is highly overall correlated with `1stFlrSF` and 9 other fields	High correlation
`TotRmsAbvGrd` is highly overall correlated with `BedroomAbvGr` and 4 other fields	High correlation
`TotalBsmtSF` is highly overall correlated with `1stFlrSF` and 1 other fields	High correlation
`KitchenAbvGr` is highly imbalanced (85.7%)	Imbalance
`MSSubClass` has 536 (36.7%) zeros	Zeros
`LotFrontage` has 24 (1.6%) zeros	Zeros
`BsmtFinSF1` has 467 (32.0%) zeros	Zeros
`BsmtUnfSF` has 118 (8.1%) zeros	Zeros
`TotalBsmtSF` has 37 (2.5%) zeros	Zeros
`GarageArea` has 81 (5.5%) zeros	Zeros
`OpenPorchSF` has 656 (44.9%) zeros	Zeros
`MoSold` has 58 (4.0%) zeros	Zeros
`HouseCategory` has 36 (2.5%) zeros	Zeros

Reproduction

Analysis started	2024-04-27 21:14:51.138134
Analysis finished	2024-04-27 21:15:13.931974
Duration	22.79 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

MSSubClass
Real number (ℝ)

ZEROS

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21704271

Minimum	0
Maximum	1
Zeros	536
Zeros (%)	36.7%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.17647059
Q3	0.29411765
95-th percentile	0.82352941
Maximum	1
Range	1
Interquartile range (IQR)	0.29411765

Descriptive statistics

Standard deviation	0.24882689
Coefficient of variation (CV)	1.1464421
Kurtosis	1.580188
Mean	0.21704271
Median Absolute Deviation (MAD)	0.17647059
Skewness	1.4076567
Sum	316.88235
Variance	0.06191482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	536	36.7%
0.2352941176	299	20.5%
0.1764705882	144	9.9%
0.5882352941	87	6.0%
0.05882352941	69	4.7%
0.8235294118	63	4.3%
0.2941176471	60	4.1%
0.3529411765	58	4.0%
0.4117647059	52	3.6%
1	30	2.1%
Other values (5)	62	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	536	36.7%
0.05882352941	69	4.7%
0.1176470588	4	0.3%
0.1470588235	12	0.8%
0.1764705882	144	9.9%
0.2352941176	299	20.5%
0.2941176471	60	4.1%
0.3235294118	16	1.1%
0.3529411765	58	4.0%
0.3823529412	20	1.4%

Value	Count	Frequency (%)
1	30	2.1%
0.9411764706	10	0.7%
0.8235294118	63	4.3%
0.5882352941	87	6.0%
0.4117647059	52	3.6%
0.3823529412	20	1.4%
0.3529411765	58	4.0%
0.3235294118	16	1.1%
0.2941176471	60	4.1%
0.2352941176	299	20.5%

LotFrontage
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	232
Distinct (%)	15.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17121552

Minimum	0
Maximum	1
Zeros	24
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.047945205
Q1	0.13356164
median	0.16780822
Q3	0.20565068
95-th percentile	0.29469178
Maximum	1
Range	1
Interquartile range (IQR)	0.072089041

Descriptive statistics

Standard deviation	0.081551993
Coefficient of variation (CV)	0.47631192
Kurtosis	15.473232
Mean	0.17121552
Median Absolute Deviation (MAD)	0.034246575
Skewness	1.9164596
Sum	249.97466
Variance	0.0066507276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1335616438	143	9.8%
0.1678082192	70	4.8%
0.2020547945	69	4.7%
0.09931506849	57	3.9%
0.1849315068	54	3.7%
0.1506849315	46	3.2%
0.2191780822	41	2.8%
0.1952054795	25	1.7%
0	24	1.6%
0.2363013699	23	1.6%
Other values (222)	908	62.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	1.6%
0.0102739726	19	1.3%
0.01849315068	3	0.2%
0.02465753425	1	0.1%
0.0301369863	1	0.1%
0.03082191781	6	0.4%
0.03767123288	5	0.3%
0.04109589041	1	0.1%
0.04452054795	10	0.7%
0.04794520548	9	0.6%

Value	Count	Frequency (%)
1	2	0.1%
0.551369863	1	0.1%
0.5239726027	2	0.1%
0.5034246575	1	0.1%
0.4760273973	1	0.1%
0.4520547945	1	0.1%
0.451369863	2	0.1%
0.448630137	1	0.1%
0.4417808219	1	0.1%
0.4383561644	1	0.1%

LotArea
Real number (ℝ)

HIGH CORRELATION

Distinct	1073
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.043080362

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0094028839
Q1	0.029229475
median	0.038227114
Q3	0.048150226
95-th percentile	0.075258361
Maximum	1
Range	1
Interquartile range (IQR)	0.018920751

Descriptive statistics

Standard deviation	0.046653415
Coefficient of variation (CV)	1.0829393
Kurtosis	203.24327
Mean	0.043080362
Median Absolute Deviation (MAD)	0.0093388488
Skewness	12.207688
Sum	62.897329
Variance	0.0021765412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02757718105	25	1.7%
0.03879501741	24	1.6%
0.02196826287	17	1.2%
0.03599055832	14	1.0%
0.03318609923	14	1.0%
0.04440393559	14	1.0%
0.001776157424	10	0.7%
0.0289794106	9	0.6%
0.03645796817	8	0.5%
0.03190072215	8	0.5%
Other values (1063)	1317	90.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.0008273154315	1	0.1%
0.0008927528103	1	0.1%
0.001056346257	1	0.1%
0.001089064947	2	0.1%
0.001383533151	1	0.1%
0.001776157424	10	0.7%
0.002659562037	1	0.1%
0.002757718105	2	0.1%
0.00289794106	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.7635607282	1	0.1%
0.7371053308	1	0.1%
0.5321414382	1	0.1%
0.3246675547	1	0.1%
0.2925378018	1	0.1%
0.2612821052	1	0.1%
0.2440066372	1	0.1%
0.2427119119	1	0.1%
0.2421510201	1	0.1%

OverallQual
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56659056

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.33333333
Q1	0.44444444
median	0.55555556
Q3	0.66666667
95-th percentile	0.77777778
Maximum	1
Range	1
Interquartile range (IQR)	0.22222222

Descriptive statistics

Standard deviation	0.15366628
Coefficient of variation (CV)	0.27121222
Kurtosis	0.096292778
Mean	0.56659056
Median Absolute Deviation (MAD)	0.11111111
Skewness	0.21694393
Sum	827.22222
Variance	0.023613327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4444444444	397	27.2%
0.5555555556	374	25.6%
0.6666666667	319	21.8%
0.7777777778	168	11.5%
0.3333333333	116	7.9%
0.8888888889	43	2.9%
0.2222222222	20	1.4%
1	18	1.2%
0.1111111111	3	0.2%
0	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
0.1111111111	3	0.2%
0.2222222222	20	1.4%
0.3333333333	116	7.9%
0.4444444444	397	27.2%
0.5555555556	374	25.6%
0.6666666667	319	21.8%
0.7777777778	168	11.5%
0.8888888889	43	2.9%
1	18	1.2%

Value	Count	Frequency (%)
1	18	1.2%
0.8888888889	43	2.9%
0.7777777778	168	11.5%
0.6666666667	319	21.8%
0.5555555556	374	25.6%
0.4444444444	397	27.2%
0.3333333333	116	7.9%
0.2222222222	20	1.4%
0.1111111111	3	0.2%
0	2	0.1%

OverallCond
Real number (ℝ)

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57191781

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.375
Q1	0.5
median	0.5
Q3	0.625
95-th percentile	0.875
Maximum	1
Range	1
Interquartile range (IQR)	0.125

Descriptive statistics

Standard deviation	0.13909992
Coefficient of variation (CV)	0.24321662
Kurtosis	1.1064135
Mean	0.57191781
Median Absolute Deviation (MAD)	0
Skewness	0.69306747
Sum	835
Variance	0.019348787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0.5	821	56.2%
0.625	252	17.3%
0.75	205	14.0%
0.875	72	4.9%
0.375	57	3.9%
0.25	25	1.7%
1	22	1.5%
0.125	5	0.3%
0	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.125	5	0.3%
0.25	25	1.7%
0.375	57	3.9%
0.5	821	56.2%
0.625	252	17.3%
0.75	205	14.0%
0.875	72	4.9%
1	22	1.5%

Value	Count	Frequency (%)
1	22	1.5%
0.875	72	4.9%
0.75	205	14.0%
0.625	252	17.3%
0.5	821	56.2%
0.375	57	3.9%
0.25	25	1.7%
0.125	5	0.3%
0	1	0.1%

BsmtFinSF1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	637
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.078603779

Minimum	0
Maximum	1
Zeros	467
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.067948264
Q3	0.12619596
95-th percentile	0.22572644
Maximum	1
Range	1
Interquartile range (IQR)	0.12619596

Descriptive statistics

Standard deviation	0.080811143
Coefficient of variation (CV)	1.0280822
Kurtosis	11.118236
Mean	0.078603779
Median Absolute Deviation (MAD)	0.067948264
Skewness	1.6855031
Sum	114.76152
Variance	0.0065304408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	467	32.0%
0.004252303331	12	0.8%
0.002834868887	9	0.6%
0.1215450035	5	0.3%
0.1172927002	5	0.3%
0.003543586109	5	0.3%
0.1658398299	5	0.3%
0.1091424522	5	0.3%
0.09922041106	4	0.3%
0.09798015592	4	0.3%
Other values (627)	939	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	467	32.0%
0.0003543586109	1	0.1%
0.002834868887	9	0.6%
0.003543586109	5	0.3%
0.004252303331	12	0.8%
0.004429482636	1	0.1%
0.004783841247	1	0.1%
0.004961020553	3	0.2%
0.00584691708	1	0.1%
0.006201275691	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.4004252303	1	0.1%
0.3876683203	1	0.1%
0.3713678242	1	0.1%
0.3373493976	1	0.1%
0.3330970943	1	0.1%
0.3206945429	1	0.1%
0.3130758327	1	0.1%
0.3049255847	1	0.1%
0.3004961021	1	0.1%

BsmtUnfSF
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	780
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24282552

Minimum	0
Maximum	1
Zeros	118
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.095462329
median	0.20440925
Q3	0.34589041
95-th percentile	0.62842466
Maximum	1
Range	1
Interquartile range (IQR)	0.25042808

Descriptive statistics

Standard deviation	0.18915537
Coefficient of variation (CV)	0.77897651
Kurtosis	0.47499399
Mean	0.24282552
Median Absolute Deviation (MAD)	0.12328767
Skewness	0.92026845
Sum	354.52526
Variance	0.035779756
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118	8.1%
0.3116438356	9	0.6%
0.1643835616	8	0.5%
0.2568493151	7	0.5%
0.1284246575	7	0.5%
0.2448630137	7	0.5%
0.1155821918	6	0.4%
0.2675513699	6	0.4%
0.2876712329	6	0.4%
0.1883561644	6	0.4%
Other values (770)	1280	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	118	8.1%
0.005993150685	1	0.1%
0.006421232877	1	0.1%
0.009845890411	2	0.1%
0.01113013699	1	0.1%
0.01241438356	1	0.1%
0.01284246575	1	0.1%
0.01369863014	2	0.1%
0.01498287671	1	0.1%
0.0154109589	4	0.3%

Value	Count	Frequency (%)
1	1	0.1%
0.9216609589	1	0.1%
0.9079623288	1	0.1%
0.8758561644	1	0.1%
0.8741438356	1	0.1%
0.8570205479	1	0.1%
0.8428938356	1	0.1%
0.8283390411	1	0.1%
0.8244863014	1	0.1%
0.8163527397	1	0.1%

TotalBsmtSF
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	721
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17306538

Minimum	0
Maximum	1
Zeros	37
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.084991817
Q1	0.13023732
median	0.16227496
Q3	0.21247954
95-th percentile	0.28690671
Maximum	1
Range	1
Interquartile range (IQR)	0.082242226

Descriptive statistics

Standard deviation	0.071801199
Coefficient of variation (CV)	0.41487905
Kurtosis	13.250483
Mean	0.17306538
Median Absolute Deviation (MAD)	0.038379705
Skewness	1.5242545
Sum	252.67545
Variance	0.0051554121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	2.5%
0.1414075286	35	2.4%
0.1099836334	17	1.2%
0.1492635025	15	1.0%
0.170212766	14	1.0%
0.1335515548	13	0.9%
0.125695581	12	0.8%
0.1191489362	12	0.8%
0.1463175123	11	0.8%
0.1276595745	11	0.8%
Other values (711)	1283	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	2.5%
0.01718494272	1	0.1%
0.03109656301	1	0.1%
0.04320785597	3	0.2%
0.0441898527	1	0.1%
0.04746317512	1	0.1%
0.05220949264	1	0.1%
0.0589198036	1	0.1%
0.06088379705	1	0.1%
0.06284779051	7	0.5%

Value	Count	Frequency (%)
1	1	0.1%
0.5247135843	1	0.1%
0.5237315876	1	0.1%
0.5135842881	1	0.1%
0.5063829787	1	0.1%
0.4309328969	1	0.1%
0.4130932897	1	0.1%
0.4	1	0.1%
0.3921440262	1	0.1%
0.3914893617	1	0.1%

1stFlrSF
Real number (ℝ)

HIGH CORRELATION

Distinct	753
Distinct (%)	51.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19013922

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.077776503
Q1	0.12574575
median	0.17278568
Q3	0.24259982
95-th percentile	0.34356356
Maximum	1
Range	1
Interquartile range (IQR)	0.11685406

Descriptive statistics

Standard deviation	0.088707604
Coefficient of variation (CV)	0.46654028
Kurtosis	5.7458415
Mean	0.19013922
Median Absolute Deviation (MAD)	0.053809087
Skewness	1.3767566
Sum	277.60326
Variance	0.007869039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1216154199	25	1.7%
0.1620009179	16	1.1%
0.1326296466	14	1.0%
0.1284993116	12	0.8%
0.117944011	12	0.8%
0.07755851308	11	0.8%
0.06792106471	9	0.6%
0.1106011932	9	0.6%
0.03418999541	7	0.5%
0.1436438733	7	0.5%
Other values (743)	1338	91.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.008719596145	1	0.1%
0.02386415787	1	0.1%
0.03350160624	1	0.1%
0.03418999541	7	0.5%
0.03694355209	1	0.1%
0.0426801285	5	0.3%
0.04382744378	1	0.1%
0.04405690684	1	0.1%
0.0463515374	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.6640660854	1	0.1%
0.6434144103	1	0.1%
0.5883432767	1	0.1%
0.5275355668	1	0.1%
0.5025240936	1	0.1%
0.5004589261	1	0.1%
0.4841670491	1	0.1%
0.4765947682	1	0.1%
0.4745296007	1	0.1%

GrLivArea
Real number (ℝ)

HIGH CORRELATION

Distinct	861
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22258171

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.096834966
Q1	0.14986812
median	0.21288621
Q3	0.27180671
95-th percentile	0.40167671
Maximum	1
Range	1
Interquartile range (IQR)	0.12193858

Descriptive statistics

Standard deviation	0.098997811
Coefficient of variation (CV)	0.44477066
Kurtosis	4.8951206
Mean	0.22258171
Median Absolute Deviation (MAD)	0.061416729
Skewness	1.3665604
Sum	324.96929
Variance	0.0098005667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0998492841	22	1.5%
0.1330067822	14	1.0%
0.1055011304	11	0.8%
0.2113790505	10	0.7%
0.09683496609	10	0.7%
0.1631499623	9	0.6%
0.1088922381	9	0.6%
0.09080633007	8	0.5%
0.1428033157	8	0.5%
0.2626224567	7	0.5%
Other values (851)	1352	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.01959306707	1	0.1%
0.02750565185	1	0.1%
0.03504144687	1	0.1%
0.0510550113	1	0.1%
0.05312735494	1	0.1%
0.0557648832	6	0.4%
0.06367746797	2	0.1%
0.06725697061	1	0.1%
0.06763376036	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.8180105501	1	0.1%
0.780331575	1	0.1%
0.7501883949	1	0.1%
0.6203843255	1	0.1%
0.6168048229	1	0.1%
0.5951394122	1	0.1%
0.5864732479	1	0.1%
0.5766767144	1	0.1%
0.5548229088	1	0.1%

FullBath
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0.6666666666666666	768
0.3333333333333333	650
1.0	33
0.0	9

Length

Max length	18
Median length	18
Mean length	17.568493
Min length	3

Characters and Unicode

Total characters	25650
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.6666666666666666
2nd row	0.6666666666666666
3rd row	0.6666666666666666
4th row	0.3333333333333333
5th row	0.6666666666666666

Common Values

Value	Count	Frequency (%)
0.6666666666666666	768	52.6%
0.3333333333333333	650	44.5%
1.0	33	2.3%
0.0	9	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.6666666666666666	768	52.6%
0.3333333333333333	650	44.5%
1.0	33	2.3%
0.0	9	0.6%

Most occurring characters

Value	Count	Frequency (%)
6	12288	47.9%
3	10400	40.5%
0	1469	5.7%
.	1460	5.7%
1	33	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	24190	94.3%
Other Punctuation	1460	5.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	12288	50.8%
3	10400	43.0%
0	1469	6.1%
1	33	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	1460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25650	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	12288	47.9%
3	10400	40.5%
0	1469	5.7%
.	1460	5.7%
1	33	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25650	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	12288	47.9%
3	10400	40.5%
0	1469	5.7%
.	1460	5.7%
1	33	0.1%

BedroomAbvGr
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35830479

Minimum	0
Maximum	1
Zeros	6
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.25
median	0.375
Q3	0.375
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.125

Descriptive statistics

Standard deviation	0.10197226
Coefficient of variation (CV)	0.2845964
Kurtosis	2.2308746
Mean	0.35830479
Median Absolute Deviation (MAD)	0
Skewness	0.2117901
Sum	523.125
Variance	0.010398341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.375	804	55.1%
0.25	358	24.5%
0.5	213	14.6%
0.125	50	3.4%
0.625	21	1.4%
0.75	7	0.5%
0	6	0.4%
1	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.4%
0.125	50	3.4%
0.25	358	24.5%
0.375	804	55.1%
0.5	213	14.6%
0.625	21	1.4%
0.75	7	0.5%
1	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
0.75	7	0.5%
0.625	21	1.4%
0.5	213	14.6%
0.375	804	55.1%
0.25	358	24.5%
0.125	50	3.4%
0	6	0.4%

KitchenAbvGr
Categorical

IMBALANCE

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0.3333333333333333	1392
0.6666666666666666	65
1.0	2
0.0	1

Length

Max length	18
Median length	18
Mean length	17.969178
Min length	3

Characters and Unicode

Total characters	26235
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	0.3333333333333333
2nd row	0.3333333333333333
3rd row	0.3333333333333333
4th row	0.3333333333333333
5th row	0.3333333333333333

Common Values

Value	Count	Frequency (%)
0.3333333333333333	1392	95.3%
0.6666666666666666	65	4.5%
1.0	2	0.1%
0.0	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.3333333333333333	1392	95.3%
0.6666666666666666	65	4.5%
1.0	2	0.1%
0.0	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
3	22272	84.9%
0	1461	5.6%
.	1460	5.6%
6	1040	4.0%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	24775	94.4%
Other Punctuation	1460	5.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	22272	89.9%
0	1461	5.9%
6	1040	4.2%
1	2	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	1460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26235	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	22272	84.9%
0	1461	5.6%
.	1460	5.6%
6	1040	4.0%
1	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26235	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	22272	84.9%
0	1461	5.6%
.	1460	5.6%
6	1040	4.0%
1	2	< 0.1%

TotRmsAbvGrd
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.37648402

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.16666667
Q1	0.25
median	0.33333333
Q3	0.41666667
95-th percentile	0.66666667
Maximum	1
Range	1
Interquartile range (IQR)	0.16666667

Descriptive statistics

Standard deviation	0.13544944
Coefficient of variation (CV)	0.35977474
Kurtosis	0.88076157
Mean	0.37648402
Median Absolute Deviation (MAD)	0.083333333
Skewness	0.67634084
Sum	549.66667
Variance	0.018346551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0.3333333333	402	27.5%
0.4166666667	329	22.5%
0.25	275	18.8%
0.5	187	12.8%
0.1666666667	97	6.6%
0.5833333333	75	5.1%
0.6666666667	47	3.2%
0.75	18	1.2%
0.08333333333	17	1.2%
0.8333333333	11	0.8%
Other values (2)	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.08333333333	17	1.2%
0.1666666667	97	6.6%
0.25	275	18.8%
0.3333333333	402	27.5%
0.4166666667	329	22.5%
0.5	187	12.8%
0.5833333333	75	5.1%
0.6666666667	47	3.2%
0.75	18	1.2%

Value	Count	Frequency (%)
1	1	0.1%
0.8333333333	11	0.8%
0.75	18	1.2%
0.6666666667	47	3.2%
0.5833333333	75	5.1%
0.5	187	12.8%
0.4166666667	329	22.5%
0.3333333333	402	27.5%
0.25	275	18.8%
0.1666666667	97	6.6%

Fireplaces
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0.0	690
0.3333333333333333	650
0.6666666666666666	115
1.0	5

Length

Max length	18
Median length	18
Mean length	10.859589
Min length	3

Characters and Unicode

Total characters	15855
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.3333333333333333
3rd row	0.3333333333333333
4th row	0.3333333333333333
5th row	0.3333333333333333

Common Values

Value	Count	Frequency (%)
0.0	690	47.3%
0.3333333333333333	650	44.5%
0.6666666666666666	115	7.9%
1.0	5	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	690	47.3%
0.3333333333333333	650	44.5%
0.6666666666666666	115	7.9%
1.0	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
3	10400	65.6%
0	2150	13.6%
6	1840	11.6%
.	1460	9.2%
1	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14395	90.8%
Other Punctuation	1460	9.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	10400	72.2%
0	2150	14.9%
6	1840	12.8%
1	5	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	1460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	15855	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	10400	65.6%
0	2150	13.6%
6	1840	11.6%
.	1460	9.2%
1	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15855	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	10400	65.6%
0	2150	13.6%
6	1840	11.6%
.	1460	9.2%
1	5	< 0.1%

GarageYrBlt
Real number (ℝ)

HIGH CORRELATION

Distinct	152
Distinct (%)	10.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70517808

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.27272727
Q1	0.54545455
median	0.70909091
Q3	0.91818182
95-th percentile	0.97272727
Maximum	1
Range	1
Interquartile range (IQR)	0.37272727

Descriptive statistics

Standard deviation	0.22322227
Coefficient of variation (CV)	0.31654738
Kurtosis	-0.52405786
Mean	0.70517808
Median Absolute Deviation (MAD)	0.19090909
Skewness	-0.56393383
Sum	1029.56
Variance	0.049828184
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9545454545	65	4.5%
0.9636363636	59	4.0%
0.9454545455	53	3.6%
0.9363636364	50	3.4%
0.9727272727	49	3.4%
0.7	35	2.4%
0.8909090909	31	2.1%
0.9	30	2.1%
0.6909090909	29	2.0%
0.9818181818	29	2.0%
Other values (142)	1030	70.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
0.05454545455	1	0.1%
0.07272727273	1	0.1%
0.09090909091	3	0.2%
0.1272727273	2	0.1%
0.1363636364	2	0.1%
0.1454545455	5	0.3%
0.1636363636	2	0.1%
0.1818181818	14	1.0%
0.1909090909	3	0.2%

Value	Count	Frequency (%)
1	3	0.2%
0.9909090909	21	1.4%
0.9818181818	29	2.0%
0.9727272727	49	3.4%
0.9636363636	59	4.0%
0.9545454545	65	4.5%
0.9454545455	53	3.6%
0.9363636364	50	3.4%
0.9272727273	26	1.8%
0.92	1	0.1%

GarageCars
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0.5	824
0.25	369
0.75	181
0.0	81
1.0	5

Length

Max length	4
Median length	3
Mean length	3.3767123
Min length	3

Characters and Unicode

Total characters	4930
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.5
2nd row	0.5
3rd row	0.5
4th row	0.75
5th row	0.75

Common Values

Value	Count	Frequency (%)
0.5	824	56.4%
0.25	369	25.3%
0.75	181	12.4%
0.0	81	5.5%
1.0	5	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.5	824	56.4%
0.25	369	25.3%
0.75	181	12.4%
0.0	81	5.5%
1.0	5	0.3%

Most occurring characters

Value	Count	Frequency (%)
0	1541	31.3%
.	1460	29.6%
5	1374	27.9%
2	369	7.5%
7	181	3.7%
1	5	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3470	70.4%
Other Punctuation	1460	29.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1541	44.4%
5	1374	39.6%
2	369	10.6%
7	181	5.2%
1	5	0.1%

Other Punctuation

Value	Count	Frequency (%)
.	1460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4930	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1541	31.3%
.	1460	29.6%
5	1374	27.9%
2	369	7.5%
7	181	3.7%
1	5	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4930	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1541	31.3%
.	1460	29.6%
5	1374	27.9%
2	369	7.5%
7	181	3.7%
1	5	0.1%

GarageArea
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	441
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3335544

Minimum	0
Maximum	1
Zeros	81
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.23589563
median	0.33850494
Q3	0.40620592
95-th percentile	0.59950635
Maximum	1
Range	1
Interquartile range (IQR)	0.1703103

Descriptive statistics

Standard deviation	0.15077915
Coefficient of variation (CV)	0.45203768
Kurtosis	0.9170672
Mean	0.3335544
Median Absolute Deviation (MAD)	0.084626234
Skewness	0.17998091
Sum	486.98942
Variance	0.022734354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	81	5.5%
0.3102961918	49	3.4%
0.4062059238	47	3.2%
0.1692524683	38	2.6%
0.341325811	34	2.3%
0.3723554302	33	2.3%
0.2031029619	27	1.8%
0.2820874471	25	1.7%
0.1861777151	24	1.6%
0.3385049365	24	1.6%
Other values (431)	1078	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	81	5.5%
0.1128349788	2	0.1%
0.1156558533	1	0.1%
0.1269393512	9	0.6%
0.1311706629	1	0.1%
0.1332863188	1	0.1%
0.1354019746	1	0.1%
0.1396332863	1	0.1%
0.1410437236	4	0.3%
0.1445698166	3	0.2%

Value	Count	Frequency (%)
1	1	0.1%
0.9802538787	1	0.1%
0.9562764457	1	0.1%
0.880112835	1	0.1%
0.8603667137	1	0.1%
0.8222849083	1	0.1%
0.7997179126	1	0.1%
0.7538787024	1	0.1%
0.7425952045	1	0.1%
0.7418899859	2	0.1%

OpenPorchSF
Real number (ℝ)

ZEROS

Distinct	202
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.085302146

Minimum	0
Maximum	1
Zeros	656
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.045703839
Q3	0.12431444
95-th percentile	0.32001828
Maximum	1
Range	1
Interquartile range (IQR)	0.12431444

Descriptive statistics

Standard deviation	0.12112619
Coefficient of variation (CV)	1.4199665
Kurtosis	8.4903358
Mean	0.085302146
Median Absolute Deviation (MAD)	0.045703839
Skewness	2.3643417
Sum	124.54113
Variance	0.014671555
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	656	44.9%
0.06581352834	29	2.0%
0.08775137112	22	1.5%
0.0365630713	21	1.4%
0.0731261426	19	1.3%
0.08226691042	19	1.3%
0.04387568556	16	1.1%
0.05484460695	16	1.1%
0.1096892139	15	1.0%
0.07129798903	14	1.0%
Other values (192)	633	43.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	656	44.9%
0.00731261426	1	0.1%
0.01462522852	1	0.1%
0.01828153565	1	0.1%
0.02010968921	1	0.1%
0.02193784278	3	0.2%
0.02742230347	1	0.1%
0.02925045704	8	0.5%
0.0310786106	2	0.1%
0.03290676417	5	0.3%

Value	Count	Frequency (%)
1	1	0.1%
0.9561243144	1	0.1%
0.9177330896	1	0.1%
0.7641681901	1	0.1%
0.7422303473	1	0.1%
0.6654478976	1	0.1%
0.6234003656	1	0.1%
0.5831809872	1	0.1%
0.5703839122	2	0.1%
0.5557586837	1	0.1%

MoSold
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.48381071

Minimum	0
Maximum	1
Zeros	58
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.090909091
Q1	0.36363636
median	0.45454545
Q3	0.63636364
95-th percentile	0.90909091
Maximum	1
Range	1
Interquartile range (IQR)	0.27272727

Descriptive statistics

Standard deviation	0.2457842
Coefficient of variation (CV)	0.50801728
Kurtosis	-0.40410934
Mean	0.48381071
Median Absolute Deviation (MAD)	0.18181818
Skewness	0.21205299
Sum	706.36364
Variance	0.060409873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0.4545454545	253	17.3%
0.5454545455	234	16.0%
0.3636363636	204	14.0%
0.2727272727	141	9.7%
0.6363636364	122	8.4%
0.1818181818	106	7.3%
0.8181818182	89	6.1%
0.9090909091	79	5.4%
0.7272727273	63	4.3%
1	59	4.0%
Other values (2)	110	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58	4.0%
0.09090909091	52	3.6%
0.1818181818	106	7.3%
0.2727272727	141	9.7%
0.3636363636	204	14.0%
0.4545454545	253	17.3%
0.5454545455	234	16.0%
0.6363636364	122	8.4%
0.7272727273	63	4.3%
0.8181818182	89	6.1%

Value	Count	Frequency (%)
1	59	4.0%
0.9090909091	79	5.4%
0.8181818182	89	6.1%
0.7272727273	63	4.3%
0.6363636364	122	8.4%
0.5454545455	234	16.0%
0.4545454545	253	17.3%
0.3636363636	204	14.0%
0.2727272727	141	9.7%
0.1818181818	106	7.3%

YrSold
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0.75	338
0.25	329
0.0	314
0.5	304
1.0	175

Length

Max length	4
Median length	3
Mean length	3.4568493
Min length	3

Characters and Unicode

Total characters	5047
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.5
2nd row	0.25
3rd row	0.5
4th row	0.0
5th row	0.5

Common Values

Value	Count	Frequency (%)
0.75	338	23.2%
0.25	329	22.5%
0.0	314	21.5%
0.5	304	20.8%
1.0	175	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.75	338	23.2%
0.25	329	22.5%
0.0	314	21.5%
0.5	304	20.8%
1.0	175	12.0%

Most occurring characters

Value	Count	Frequency (%)
0	1774	35.1%
.	1460	28.9%
5	971	19.2%
7	338	6.7%
2	329	6.5%
1	175	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3587	71.1%
Other Punctuation	1460	28.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1774	49.5%
5	971	27.1%
7	338	9.4%
2	329	9.2%
1	175	4.9%

Other Punctuation

Value	Count	Frequency (%)
.	1460	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5047	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1774	35.1%
.	1460	28.9%
5	971	19.2%
7	338	6.7%
2	329	6.5%
1	175	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5047	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1774	35.1%
.	1460	28.9%
5	971	19.2%
7	338	6.7%
2	329	6.5%
1	175	3.5%

ada_embedding
Real number (ℝ)

Distinct	1402
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01122737

Minimum	-0.04465026
Maximum	0.021723356
Zeros	0
Zeros (%)	0.0%
Negative	1289
Negative (%)	88.3%
Memory size	11.5 KiB

Quantile statistics

Minimum	-0.04465026
5-th percentile	-0.028981373
Q1	-0.017517184
median	-0.010191985
Q3	-0.0047376036
95-th percentile	0.0034181204
Maximum	0.021723356
Range	0.066373616
Interquartile range (IQR)	0.012779581

Descriptive statistics

Standard deviation	0.0097662774
Coefficient of variation (CV)	-0.86986332
Kurtosis	0.1015301
Mean	-0.01122737
Median Absolute Deviation (MAD)	0.0060911016
Skewness	-0.28577377
Sum	-16.39196
Variance	9.5380174 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.007433783729	7	0.5%
-0.005660141353	7	0.5%
-0.008355100639	5	0.3%
0.001290955348	4	0.3%
-0.004459209275	4	0.3%
-0.007705844007	4	0.3%
-0.02605067194	3	0.2%
-0.03193217888	3	0.2%
-0.00421575876	3	0.2%
-0.01407897566	3	0.2%
Other values (1392)	1417	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.04465026036	1	0.1%
-0.04098113254	1	0.1%
-0.03934597597	1	0.1%
-0.03866941854	1	0.1%
-0.03815709427	1	0.1%
-0.03804508597	1	0.1%
-0.0376848802	1	0.1%
-0.03765797988	1	0.1%
-0.03740137443	1	0.1%
-0.03715289757	1	0.1%

Value	Count	Frequency (%)
0.0217233561	1	0.1%
0.01943460666	1	0.1%
0.0171684213	1	0.1%
0.01504915953	1	0.1%
0.01499787066	1	0.1%
0.01444369368	1	0.1%
0.0136294961	1	0.1%
0.01322430931	1	0.1%
0.01267743576	1	0.1%
0.0125693446	1	0.1%

SalePrice
Real number (ℝ)

HIGH CORRELATION

Distinct	663
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180921.2

Minimum	34900
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	34900
5-th percentile	88000
Q1	129975
median	163000
Q3	214000
95-th percentile	326100
Maximum	755000
Range	720100
Interquartile range (IQR)	84025

Descriptive statistics

Standard deviation	79442.503
Coefficient of variation (CV)	0.43910003
Kurtosis	6.5362819
Mean	180921.2
Median Absolute Deviation (MAD)	38000
Skewness	1.8828758
Sum	2.6414495 × 10⁸
Variance	6.3111113 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140000	20	1.4%
135000	17	1.2%
155000	14	1.0%
145000	14	1.0%
190000	13	0.9%
110000	13	0.9%
115000	12	0.8%
160000	12	0.8%
130000	11	0.8%
139000	11	0.8%
Other values (653)	1323	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34900	1	0.1%
35311	1	0.1%
37900	1	0.1%
39300	1	0.1%
40000	1	0.1%
52000	1	0.1%
52500	1	0.1%
55000	2	0.1%
55993	1	0.1%
58500	1	0.1%

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
611657	1	0.1%
582933	1	0.1%
556581	1	0.1%
555000	1	0.1%
538000	1	0.1%
501837	1	0.1%
485000	1	0.1%

HouseCategory
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8253425

Minimum	0
Maximum	13
Zeros	36
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	8
Q3	9
95-th percentile	11.05
Maximum	13
Range	13
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.7559605
Coefficient of variation (CV)	0.64476218
Kurtosis	-1.5438148
Mean	5.8253425
Median Absolute Deviation (MAD)	2
Skewness	-0.14407291
Sum	8505
Variance	14.107239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
9	286	19.6%
1	273	18.7%
8	252	17.3%
2	185	12.7%
10	121	8.3%
3	108	7.4%
7	85	5.8%
12	72	4.9%
0	36	2.5%
5	15	1.0%
Other values (4)	27	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	2.5%
1	273	18.7%
2	185	12.7%
3	108	7.4%
4	10	0.7%
5	15	1.0%
6	5	0.3%
7	85	5.8%
8	252	17.3%
9	286	19.6%

Value	Count	Frequency (%)
13	1	0.1%
12	72	4.9%
11	11	0.8%
10	121	8.3%
9	286	19.6%
8	252	17.3%
7	85	5.8%
6	5	0.3%
5	15	1.0%
4	10	0.7%

Auto

Heatmap
Table

	1stFlrSF	BedroomAbvGr	BsmtFinSF1	BsmtUnfSF	Fireplaces	FullBath	GarageArea	GarageCars	GarageYrBlt	GrLivArea	HouseCategory	KitchenAbvGr	LotArea	LotFrontage	MSSubClass	MoSold	OpenPorchSF	OverallCond	OverallQual	SalePrice	TotRmsAbvGrd	TotalBsmtSF	YrSold	ada_embedding
1stFlrSF	1.000	0.141	0.323	0.224	0.341	0.258	0.490	0.238	0.250	0.494	0.263	0.041	0.444	0.435	-0.278	0.054	0.235	-0.167	0.409	0.575	0.362	0.829	0.008	-0.177
BedroomAbvGr	0.141	1.000	-0.084	0.158	0.107	0.448	0.112	0.134	-0.044	0.543	-0.462	0.233	0.338	0.333	0.069	0.051	0.100	-0.004	0.122	0.235	0.668	0.059	0.021	-0.025
BsmtFinSF1	0.323	-0.084	1.000	-0.574	0.298	0.158	0.244	0.176	0.106	0.057	0.147	0.000	0.172	0.175	-0.108	-0.016	0.081	-0.011	0.133	0.302	-0.050	0.410	0.000	0.062
BsmtUnfSF	0.224	0.158	-0.574	1.000	0.087	0.187	0.109	0.179	0.174	0.253	-0.076	0.062	0.078	0.087	-0.118	0.037	0.156	-0.128	0.273	0.185	0.261	0.329	0.043	-0.238
Fireplaces	0.341	0.107	0.298	0.087	1.000	0.180	0.265	0.202	0.118	0.481	-0.140	0.086	0.350	0.274	0.019	0.044	0.219	-0.045	0.421	0.519	0.347	0.326	0.030	-0.138
FullBath	0.258	0.448	0.158	0.187	0.180	1.000	0.444	0.329	0.533	0.658	-0.377	0.113	0.235	0.224	0.195	0.067	0.370	-0.262	0.576	0.636	0.559	0.328	0.000	-0.158
GarageArea	0.490	0.112	0.244	0.109	0.265	0.444	1.000	0.759	0.604	0.468	-0.145	0.092	0.367	0.379	-0.047	0.033	0.338	-0.201	0.542	0.649	0.331	0.487	0.000	-0.221
GarageCars	0.238	0.134	0.176	0.179	0.202	0.329	0.759	1.000	0.632	0.505	-0.195	0.123	0.340	0.342	0.024	0.040	0.343	-0.255	0.609	0.691	0.386	0.456	0.000	-0.207
GarageYrBlt	0.250	-0.044	0.106	0.174	0.118	0.533	0.604	0.632	1.000	0.294	-0.168	0.182	0.069	0.086	0.073	0.013	0.386	-0.355	0.610	0.601	0.203	0.355	0.000	-0.146
GrLivArea	0.494	0.543	0.057	0.253	0.481	0.658	0.468	0.505	0.294	1.000	-0.540	0.000	0.449	0.391	0.204	0.081	0.398	-0.154	0.603	0.731	0.828	0.371	0.042	-0.191
HouseCategory	0.263	-0.462	0.147	-0.076	-0.140	-0.377	-0.145	-0.195	-0.168	-0.540	1.000	0.100	-0.148	-0.108	-0.313	-0.025	-0.204	0.085	-0.294	-0.269	-0.520	0.216	0.056	0.063
KitchenAbvGr	0.041	0.233	0.000	0.062	0.086	0.113	0.092	0.123	0.182	0.000	0.100	1.000	-0.023	-0.001	0.277	0.028	-0.112	-0.100	-0.192	-0.165	0.222	-0.025	0.000	0.030
LotArea	0.444	0.338	0.172	0.078	0.350	0.235	0.367	0.340	0.069	0.449	-0.148	-0.023	1.000	0.689	-0.270	0.006	0.177	-0.047	0.233	0.456	0.406	0.366	0.000	-0.114
LotFrontage	0.435	0.333	0.175	0.087	0.274	0.224	0.379	0.342	0.086	0.391	-0.108	-0.001	0.689	1.000	-0.301	0.017	0.172	-0.046	0.221	0.409	0.371	0.372	0.014	-0.168
MSSubClass	-0.278	0.069	-0.108	-0.118	0.019	0.195	-0.047	0.024	0.073	0.204	-0.313	0.277	-0.270	-0.301	1.000	0.018	0.032	-0.072	0.108	0.007	0.166	-0.319	0.000	0.062
MoSold	0.054	0.051	-0.016	0.037	0.044	0.067	0.033	0.040	0.013	0.081	-0.025	0.028	0.006	0.017	0.018	1.000	0.066	-0.007	0.061	0.069	0.040	0.030	0.155	-0.060
OpenPorchSF	0.235	0.100	0.081	0.156	0.219	0.370	0.338	0.343	0.386	0.398	-0.204	-0.112	0.177	0.172	0.032	0.066	1.000	-0.133	0.435	0.478	0.285	0.270	0.000	-0.105
OverallCond	-0.167	-0.004	-0.011	-0.128	-0.045	-0.262	-0.201	-0.255	-0.355	-0.154	0.085	-0.100	-0.047	-0.046	-0.072	-0.007	-0.133	1.000	-0.178	-0.129	-0.105	-0.217	0.050	0.002
OverallQual	0.409	0.122	0.133	0.273	0.421	0.576	0.542	0.609	0.610	0.603	-0.294	-0.192	0.233	0.221	0.108	0.061	0.435	-0.178	1.000	0.810	0.428	0.460	0.000	-0.256
SalePrice	0.575	0.235	0.302	0.185	0.519	0.636	0.649	0.691	0.601	0.731	-0.269	-0.165	0.456	0.409	0.007	0.069	0.478	-0.129	0.810	1.000	0.533	0.603	0.000	-0.245
TotRmsAbvGrd	0.362	0.668	-0.050	0.261	0.347	0.559	0.331	0.386	0.203	0.828	-0.520	0.222	0.406	0.371	0.166	0.040	0.285	-0.105	0.428	0.533	1.000	0.234	0.000	-0.129
TotalBsmtSF	0.829	0.059	0.410	0.329	0.326	0.328	0.487	0.456	0.355	0.371	0.216	-0.025	0.366	0.372	-0.319	0.030	0.270	-0.217	0.460	0.603	0.234	1.000	0.000	-0.166
YrSold	0.008	0.021	0.000	0.043	0.030	0.000	0.000	0.000	0.000	0.042	0.056	0.000	0.000	0.014	0.000	0.155	0.000	0.050	0.000	0.000	0.000	0.000	1.000	0.043
ada_embedding	-0.177	-0.025	0.062	-0.238	-0.138	-0.158	-0.221	-0.207	-0.146	-0.191	0.063	0.030	-0.114	-0.168	0.062	-0.060	-0.105	0.002	-0.256	-0.245	-0.129	-0.166	0.043	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	MSSubClass	LotFrontage	LotArea	OverallQual	OverallCond	BsmtFinSF1	BsmtUnfSF	TotalBsmtSF	1stFlrSF	GrLivArea	FullBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	OpenPorchSF	MoSold	YrSold	ada_embedding	SalePrice	HouseCategory
0	0.235294	0.150685	0.033420	0.666667	0.500	0.125089	0.064212	0.140098	0.119780	0.259231	0.666667	0.375	0.333333	0.500000	0.000000	0.936364	0.50	0.386460	0.111517	0.090909	0.50	-0.007434	208500	1.0
1	0.000000	0.202055	0.038795	0.555556	0.875	0.173281	0.121575	0.206547	0.212942	0.174830	0.666667	0.375	0.333333	0.333333	0.333333	0.690909	0.50	0.324401	0.000000	0.363636	0.25	-0.004692	181500	7.0
2	0.235294	0.160959	0.046507	0.666667	0.500	0.086109	0.185788	0.150573	0.134465	0.273549	0.666667	0.375	0.333333	0.333333	0.333333	0.918182	0.50	0.428773	0.076782	0.727273	0.50	-0.009351	223500	1.0
3	0.294118	0.133562	0.038561	0.666667	0.500	0.038271	0.231164	0.123732	0.143873	0.260550	0.333333	0.375	0.333333	0.416667	0.333333	0.890909	0.75	0.452750	0.063985	0.090909	0.00	-0.025626	140000	2.0
4	0.235294	0.215753	0.060576	0.777778	0.500	0.116052	0.209760	0.187398	0.186095	0.351168	0.666667	0.500	0.333333	0.583333	0.333333	0.909091	0.75	0.589563	0.153565	1.000000	0.50	-0.007968	250000	1.0
5	0.176471	0.219178	0.059899	0.444444	0.500	0.129695	0.027397	0.130278	0.106012	0.193670	0.333333	0.125	0.333333	0.250000	0.000000	0.845455	0.50	0.338505	0.054845	0.818182	0.75	-0.022738	143000	1.0
6	0.000000	0.184932	0.041057	0.777778	0.500	0.242558	0.135702	0.275941	0.312070	0.256217	0.666667	0.375	0.333333	0.416667	0.333333	0.945455	0.50	0.448519	0.104205	0.636364	0.25	-0.006027	307000	8.0
7	0.235294	0.219178	0.042450	0.666667	0.625	0.152197	0.092466	0.181178	0.177375	0.330821	0.666667	0.375	0.333333	0.416667	0.666667	0.663636	0.50	0.341326	0.372943	0.909091	0.75	-0.019749	200000	0.0
8	0.176471	0.102740	0.022529	0.666667	0.500	0.000000	0.407534	0.155810	0.157871	0.271289	0.666667	0.250	0.666667	0.500000	0.666667	0.281818	0.50	0.330042	0.000000	0.272727	0.50	-0.011517	129900	2.0
9	1.000000	0.099315	0.028605	0.444444	0.625	0.150780	0.059932	0.162193	0.170491	0.139977	0.333333	0.250	0.666667	0.250000	0.666667	0.354545	0.25	0.144570	0.007313	0.000000	0.50	-0.030791	118000	2.0

	MSSubClass	LotFrontage	LotArea	OverallQual	OverallCond	BsmtFinSF1	BsmtUnfSF	TotalBsmtSF	1stFlrSF	GrLivArea	FullBath	BedroomAbvGr	KitchenAbvGr	TotRmsAbvGrd	Fireplaces	GarageYrBlt	GarageCars	GarageArea	OpenPorchSF	MoSold	YrSold	ada_embedding	SalePrice	HouseCategory
1450	0.411765	0.133562	0.035991	0.444444	0.500	0.000000	0.383562	0.146645	0.128958	0.274680	0.666667	0.500	0.666667	0.500000	0.000000	0.365455	0.00	0.000000	0.082267	0.727273	0.75	-0.013251	136000	0.0
1451	0.000000	0.195205	0.037215	0.777778	0.500	0.000000	0.673373	0.257447	0.285452	0.234363	0.666667	0.375	0.333333	0.416667	0.333333	0.981818	0.75	0.592384	0.065814	0.363636	0.75	-0.025731	287090	8.0
1452	0.941176	0.047945	0.011101	0.444444	0.500	0.096917	0.000000	0.089525	0.169344	0.139035	0.333333	0.250	0.333333	0.250000	0.000000	0.954545	0.50	0.370240	0.051188	0.363636	0.00	-0.008732	145000	12.0
1453	0.000000	0.236301	0.074398	0.444444	0.500	0.000000	0.488014	0.186579	0.184947	0.151846	0.333333	0.375	0.333333	0.333333	0.000000	0.616364	0.00	0.000000	0.102377	0.545455	0.00	-0.013397	84500	8.0
1454	0.000000	0.140411	0.028979	0.666667	0.500	0.072644	0.347175	0.199836	0.203534	0.167106	0.666667	0.250	0.333333	0.333333	0.000000	0.945455	0.50	0.282087	0.206581	0.818182	0.75	-0.012387	185000	8.0
1455	0.235294	0.140411	0.030929	0.555556	0.500	0.000000	0.407962	0.155974	0.142038	0.247362	0.666667	0.375	0.333333	0.416667	0.333333	0.900000	0.50	0.324401	0.073126	0.636364	0.25	-0.002756	175000	1.0
1456	0.000000	0.219178	0.055505	0.555556	0.625	0.139972	0.252140	0.252373	0.399036	0.327619	0.666667	0.375	0.333333	0.416667	0.666667	0.709091	0.50	0.352609	0.000000	0.090909	1.00	-0.010482	210000	8.0
1457	0.294118	0.154110	0.036187	0.666667	1.000	0.048724	0.375428	0.188543	0.195961	0.377920	0.666667	0.500	0.333333	0.583333	0.666667	0.372727	0.25	0.177715	0.109689	0.363636	1.00	-0.009561	266500	3.0
1458	0.000000	0.160959	0.039342	0.444444	0.625	0.008682	0.000000	0.176432	0.170721	0.140166	0.333333	0.250	0.333333	0.250000	0.000000	0.454545	0.25	0.169252	0.000000	0.272727	1.00	-0.000857	142125	10.0
1459	0.000000	0.184932	0.040370	0.444444	0.625	0.147059	0.058219	0.205565	0.211565	0.173700	0.333333	0.375	0.333333	0.333333	0.000000	0.590909	0.25	0.194640	0.124314	0.454545	0.50	-0.000515	147500	9.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample